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    <title>DEV Community: Özlem Akalın</title>
    <description>The latest articles on DEV Community by Özlem Akalın (@akalino).</description>
    <link>https://dev.to/akalino</link>
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      <title>DEV Community: Özlem Akalın</title>
      <link>https://dev.to/akalino</link>
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    <item>
      <title>How I Built an AI-Powered Reel &amp; Short Maker in Swift: Handling Auto-Cutouts &amp; Beat-Syncing Efficiently</title>
      <dc:creator>Özlem Akalın</dc:creator>
      <pubDate>Fri, 14 Aug 2026 12:15:19 +0000</pubDate>
      <link>https://dev.to/akalino/how-i-built-an-ai-powered-reel-short-maker-in-swift-handling-auto-cutouts-beat-syncing-9hi</link>
      <guid>https://dev.to/akalino/how-i-built-an-ai-powered-reel-short-maker-in-swift-handling-auto-cutouts-beat-syncing-9hi</guid>
      <description>&lt;p&gt;Check out &lt;a href="https://apps.apple.com/us/app/reeliva-reels-story-maker/id6447749890" rel="noopener noreferrer"&gt;Reeliva on the App Store.&lt;br&gt;
&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Hey DEV community! 👋&lt;/p&gt;

&lt;p&gt;As an indie iOS developer, I’ve always been fascinated by short-form video algorithms and how visual retention works. Over the past few months, I noticed a major friction point for creators: &lt;strong&gt;creating high-retention video hooks (like stop-motion cutouts and precise beat-synced cuts) takes way too long in traditional editors.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;To solve this, I built &lt;strong&gt;Reeliva&lt;/strong&gt; — an iOS application designed to automate visual cutout effects, seamless looping, and audio-to-video syncing in seconds.&lt;/p&gt;

&lt;p&gt;I wanted to share a few technical challenges I faced during development and how I tackled them in Swift.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;🛠️ 1. Real-Time Auto-Cutout &amp;amp; Layering&lt;/strong&gt;&lt;br&gt;
One of the biggest hurdles was extracting subjects from video frames in real-time without causing heavy frame drops or overheating the device.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The Challenge:&lt;/strong&gt; Processing high-resolution video frames on-device while maintaining a smooth UI preview.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The Solution:&lt;/strong&gt; Leveraged Vision framework combined with Core Imageperformance shaders. By performing subject segmentation asynchronously on a background queue and caching render layers, I managed to keep the playback butter-smooth.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight swift"&gt;&lt;code&gt;&lt;span class="c1"&gt;// A simplified glimpse into handling vision segmentation requests asynchronously&lt;/span&gt;
&lt;span class="kd"&gt;func&lt;/span&gt; &lt;span class="nf"&gt;processFrameSegmentation&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nv"&gt;pixelBuffer&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="kt"&gt;CVPixelBuffer&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;let&lt;/span&gt; &lt;span class="nv"&gt;request&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="kt"&gt;VNGeneratePersonSegmentationRequest&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="n"&gt;qualityLevel&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="n"&gt;balanced&lt;/span&gt; &lt;span class="c1"&gt;// Balancing speed vs accuracy&lt;/span&gt;

    &lt;span class="k"&gt;let&lt;/span&gt; &lt;span class="nv"&gt;handler&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="kt"&gt;VNImageRequestHandler&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nv"&gt;cvPixelBuffer&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;pixelBuffer&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nv"&gt;options&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;[:])&lt;/span&gt;
    &lt;span class="kt"&gt;DispatchQueue&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;global&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nv"&gt;qos&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="n"&gt;userInitiated&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="k"&gt;try&lt;/span&gt;&lt;span class="p"&gt;?&lt;/span&gt; &lt;span class="n"&gt;handler&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;perform&lt;/span&gt;&lt;span class="p"&gt;([&lt;/span&gt;&lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="p"&gt;])&lt;/span&gt;
        &lt;span class="k"&gt;guard&lt;/span&gt; &lt;span class="k"&gt;let&lt;/span&gt; &lt;span class="nv"&gt;result&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="n"&gt;results&lt;/span&gt;&lt;span class="p"&gt;?&lt;/span&gt;&lt;span class="o"&gt;.&lt;/span&gt;&lt;span class="n"&gt;first&lt;/span&gt; &lt;span class="k"&gt;else&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt;
        &lt;span class="c1"&gt;// Mask generation logic &amp;amp; rendering&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;🎵 2. Precise Audio Beat-Syncing&lt;/strong&gt;&lt;br&gt;
Visual cuts hit hardest when they land exactly on the audio beat (often down to milliseconds).&lt;/p&gt;

&lt;p&gt;Instead of forcing users to manually trim clips to match a waveform, Reeliva parses audio transient data to automatically map template transitions directly to the strongest beats of trending sounds.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;🚀 3. Key Takeaways &amp;amp; Current Tech Stack&lt;/strong&gt;&lt;br&gt;
&lt;strong&gt;UI Framework:&lt;/strong&gt; UIKit for ultra-responsive layout and custom paywall/template flows.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Core Video Processing:&lt;/strong&gt; AVFoundation + Core Image + Vision.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Architecture:&lt;/strong&gt; MVVM-C for clean navigation and decoupled video pipeline logic.&lt;/p&gt;

&lt;p&gt;🎁 Free 1-Month Pro Access for the DEV Community!&lt;/p&gt;

&lt;p&gt;Since this community has always been an amazing place for feedback, I’d love for fellow iOS devs and creators here to test Reeliva.&lt;/p&gt;

&lt;p&gt;I’m giving away &lt;strong&gt;50 Promo Codes for Free Pro Access&lt;/strong&gt;!&lt;/p&gt;

&lt;p&gt;Check out &lt;a href="https://apps.apple.com/us/app/reeliva-reels-story-maker/id6447749890" rel="noopener noreferrer"&gt;Reeliva on the App Store.&lt;br&gt;
&lt;/a&gt;&lt;br&gt;
Drop a comment below with your feedback on the UX, performance, or video rendering speed.&lt;/p&gt;

&lt;p&gt;I’ll send a Pro Promo Code directly to your inbox/replies!&lt;/p&gt;

&lt;p&gt;Would love to hear your thoughts on how you handle heavy video rendering or media pipelines in your own iOS projects! 🚀&lt;/p&gt;

</description>
      <category>ios</category>
      <category>swift</category>
      <category>showdev</category>
      <category>indiehackers</category>
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